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StatFactS
1-800-789-5323 (U.S. Toll-Free) (775) 588-0654 Email: [email protected] Visit: www.informais.comCopyright © 2016 Informa Investment Solutions, Inc. All rights reserved Informa Investment Solutions
Financial intelligence |
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What do the Graphs Show me?In the two graphs below, the black line is identical. It is a rolling, three-year return for the benchmark. Superimposed over the benchmark is a high- R-squared manager in blue (upper) and a low- R-squared manager in red (lower). As the benchmark black line zigs and zags, the blue manager is moving almost in lockstep with it. The majority of the movement in the manager can thus be explained or attributed to the movements in the benchmark. In contrast, the red manager doesn’t seem to track the benchmark very well at all. The movement of the red manager seems to be independent of the benchmark. This results in a low R-squared. Therefore, it wouldn’t be very useful to rely on other benchmark-relative metrics (e.g. alpha) when looking at the red manager.
how is it useful?R-squared is used primarily as a cross-check on the appropriateness of the benchmark. Many other statistics such as alpha, beta, information ratio, and up/down capture use a passive benchmark as a reference point. If the R-squared of a manager to the benchmark is too low, the usefulness of all these other benchmark-relative metrics diminishes.
What is a Good Number?Generally speaking, in “efficient” asset classes, like large cap stocks and investment grade bonds, analysts look for higher R-squared numbers in the +85% range. For “inefficient” asset classes, like small cap, foreign, or emerging market stocks, investors would be more liberal and accept lower R-squared numbers in the +70% range. The assumption with inefficient asset classes is that managers should be more active and not track the benchmark too closely. Suffice it to say, if the R-squared is 50% or less, metrics like alpha, beta, or up/down capture will be of limited use.
What are the limitations?R-squared is of limited value as a stand-alone metric. It doesn’t measure outperformance or underperformance. It just describes how closely the manager tracked the benchmark. R-squared is best used as a preliminary cross-check to the benchmark’s appropriateness.
R-squared represents the “goodness of fit” of a manager to its benchmark. R-squared is the percentage of variation in a manager’s returns explained by the benchmark’s returns.
R-Squared
Rolling 12-Month Returns: High R2 Manager + Benchmark
Ret
urn
-40%
-20%
0%
20%
40%
60%
Dec 2003 Dec 2004 Dec 2005 Dec 2006 Dec 2007 Dec 2008 Dec 2009 Dec 2010 Dec 2011 Dec 2012
Rolling 12-Month Returns: Low R2 Manager + Benchmark
Ret
urn
-40%
-20%
0%
20%
40%
60%
Dec 2003 Dec 2004 Dec 2005 Dec 2006 Dec 2007 Dec 2008 Dec 2009 Dec 2010 Dec 2011 Dec 2012
Created with Zephyr StyleADVISOR. Manager returns supplied by: Morningstar, Inc.
r-squared
1-800-789-5323 (U.S. Toll-Free) (775) 588-0654 Email: [email protected] Visit: www.informais.comCopyright © 2016 Informa Investment Solutions, Inc. All rights reserved Informa Investment Solutions
Financial intelligence |
StatFACtS
math corner
R-SquaredWhat are typical Values?On the right are typical R-squared ranges for six peer groups over 10 years. Within traditional asset classes, most managers can attribute the majority of the variation in performance to movements in the broad market. The good news for those managers is that the other performance-based metrics, like alpha, information ratio, up/down capture, etc. will be relevant and useful. For the managers in the bottom quartile of R-squared, it might be more useful to look for a more appropriate benchmark or to examine non-benchmark relative metrics, like the Sharpe ratio and pain ratio, for performance analysis.
Related metricsbeta: the sensitivity of a manager to a benchmark
tracking Error: the standard deviation of excess returns of a manager versus its benchmark
Large Cap US Stocks
0%
20%
40%
60%
80%
100%
10 years
Small Cap US Stocks
0%
20%
40%
60%
80%
100%
10 years
International Stocks (Developed)
0%
20%
40%
60%
80%
100%
10 years
Emerging Markets Stocks
0%
20%
40%
60%
80%
100%
10 years
Investment Grade US Bonds
0%
20%
40%
60%
80%
100%
10 years
High Yield Bonds
0%
20%
40%
60%
80%
100%
10 years
Created with Zephyr StyleADVISOR. Manager returns supplied by: Morningstar, Inc.
R-squared literally takes the correlation of a manager versus a benchmark and squares it. Squaring correlation removes the directional aspect of correlation. It is impossible to have a negative R-squared. This is intentional, as the sole point of R-squared is to determine what percentage, from 0% to 100%, of the variation of a manager’s return is explained by the benchmark.
2
January 2003 - December 2012 • Symbol = Benchmark Index
5th percentile 99.03% 98.22% 98.02% 98.90% 96.72% 98.46%
25th percentile 97.97% 96.36% 96.43% 98.35% 93.33% 97.05%
median 96.00% 94.69% 94.16% 97.62% 88.82% 95.19%
75th percentile 92.78% 91.24% 89.08% 96.25% 79.70% 92.79%
95th percentile 84.86% 85.77% 63.86% 86.87% 52.61% 67.26%
R-Squaredfunds in the universe
large cap230
Small cap 94
international 325
Emerging 64
Gov/corp 293
hy bond96